Profile Report

Brought to you by YData

Dataset statistics

Number of variables	8
Number of observations	5245
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	368.8 KiB
Average record size in memory	72.0 B

Variable types

Numeric	8

Alerts

`Humidity` is highly overall correlated with `Soil_Temperature` and 1 other fields	High correlation
`Soil_Temperature` is highly overall correlated with `Humidity` and 1 other fields	High correlation
`Temperature` is highly overall correlated with `Humidity` and 1 other fields	High correlation
`Wind_Speed_kmh` has 191 (3.6%) zeros	Zeros
`Wind_Dir_Sin` has 187 (3.6%) zeros	Zeros
`Precipitation_log` has 4985 (95.0%) zeros	Zeros

Reproduction

Analysis started	2025-05-04 14:39:06.061200
Analysis finished	2025-05-04 14:39:09.953275
Duration	3.89 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

Temperature
Real number (ℝ)

High correlation

Distinct	4727
Distinct (%)	90.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.757754

Minimum	0.395
Maximum	40.659
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	82.0 KiB

Quantile statistics

Minimum	0.395
5-th percentile	6.6722
Q1	11.682
median	16.005
Q3	21.044
95-th percentile	30.039
Maximum	40.659
Range	40.264
Interquartile range (IQR)	9.362

Descriptive statistics

Standard deviation	6.9715645
Coefficient of variation (CV)	0.41602023
Kurtosis	-0.063909847
Mean	16.757754
Median Absolute Deviation (MAD)	4.644
Skewness	0.50128346
Sum	87894.418
Variance	48.602712
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.328	4	0.1%
13.234	3	0.1%
14.449	3	0.1%
11.745	3	0.1%
12.574	3	0.1%
21.236	3	0.1%
13.855	3	0.1%
16.522	3	0.1%
16.373	3	0.1%
22.192	3	0.1%
Other values (4717)	5214	99.4%

Value	Count	Frequency (%)
0.395	1	< 0.1%
0.434	1	< 0.1%
0.458	1	< 0.1%
0.481	1	< 0.1%
0.576	1	< 0.1%
0.707	1	< 0.1%
0.794	1	< 0.1%
0.825	1	< 0.1%
1.052	1	< 0.1%
1.139	1	< 0.1%

Value	Count	Frequency (%)
40.659	1	< 0.1%
39.124	1	< 0.1%
38.948	1	< 0.1%
38.651	1	< 0.1%
38.441	1	< 0.1%
38.412	1	< 0.1%
38.092	1	< 0.1%
38.009	1	< 0.1%
37.783	1	< 0.1%
37.711	1	< 0.1%

Humidity
Real number (ℝ)

High correlation

Distinct	3255
Distinct (%)	62.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	61.530276

Minimum	14.5
Maximum	99.95
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	82.0 KiB

Quantile statistics

Minimum	14.5
5-th percentile	28.4534
Q1	46.117
median	61.933
Q3	76.65
95-th percentile	94.467
Maximum	99.95
Range	85.45
Interquartile range (IQR)	30.533

Descriptive statistics

Standard deviation	19.931637
Coefficient of variation (CV)	0.3239322
Kurtosis	-0.85861239
Mean	61.530276
Median Absolute Deviation (MAD)	15.2
Skewness	-0.044990882
Sum	322726.29
Variance	397.27017
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67.417	6	0.1%
63.667	6	0.1%
62	6	0.1%
65.05	6	0.1%
97.3	6	0.1%
60.8	6	0.1%
70.967	6	0.1%
56.417	6	0.1%
45.117	5	0.1%
79.45	5	0.1%
Other values (3245)	5187	98.9%

Value	Count	Frequency (%)
14.5	1	< 0.1%
15.95	1	< 0.1%
16.183	1	< 0.1%
16.417	1	< 0.1%
17.133	1	< 0.1%
17.183	1	< 0.1%
17.25	1	< 0.1%
17.317	1	< 0.1%
17.333	1	< 0.1%
17.483	1	< 0.1%

Value	Count	Frequency (%)
99.95	2	< 0.1%
99.917	1	< 0.1%
99.9	1	< 0.1%
99.783	1	< 0.1%
99.667	1	< 0.1%
99.633	2	< 0.1%
99.583	1	< 0.1%
99.5	1	< 0.1%
99.367	1	< 0.1%
99.233	1	< 0.1%

Wind_Speed_kmh
Real number (ℝ)

Zeros

Distinct	1927
Distinct (%)	36.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5337643

Minimum	-0.171
Maximum	5.39
Zeros	191
Zeros (%)	3.6%
Negative	1
Negative (%)	< 0.1%
Memory size	82.0 KiB

Quantile statistics

Minimum	-0.171
5-th percentile	0.037
Q1	0.783
median	1.605
Q3	2.215
95-th percentile	2.942
Maximum	5.39
Range	5.561
Interquartile range (IQR)	1.432

Descriptive statistics

Standard deviation	0.91697903
Coefficient of variation (CV)	0.59786175
Kurtosis	-0.55325329
Mean	1.5337643
Median Absolute Deviation (MAD)	0.693
Skewness	0.08093105
Sum	8044.594
Variance	0.84085055
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	191	3.6%
0.047	10	0.2%
2.262	9	0.2%
2.13	9	0.2%
1.873	9	0.2%
1.877	9	0.2%
2.113	9	0.2%
1.233	9	0.2%
1.693	9	0.2%
2.095	8	0.2%
Other values (1917)	4973	94.8%

Value	Count	Frequency (%)
-0.171	1	< 0.1%
0	191	3.6%
0.002	3	0.1%
0.003	1	< 0.1%
0.005	3	0.1%
0.007	4	0.1%
0.008	4	0.1%
0.01	5	0.1%
0.012	3	0.1%
0.013	5	0.1%

Value	Count	Frequency (%)
5.39	1	< 0.1%
5.093	1	< 0.1%
5.017	1	< 0.1%
4.892	1	< 0.1%
4.887	1	< 0.1%
4.795	1	< 0.1%
4.553	1	< 0.1%
4.54	1	< 0.1%
4.465	1	< 0.1%
4.438	1	< 0.1%

Soil_Moisture
Real number (ℝ)

Distinct	1120
Distinct (%)	21.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7857.2744

Minimum	6546.667
Maximum	8946.667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	82.0 KiB

Quantile statistics

Minimum	6546.667
5-th percentile	6722.667
Q1	7258.667
median	7920
Q3	8469.333
95-th percentile	8765.333
Maximum	8946.667
Range	2400
Interquartile range (IQR)	1210.666

Descriptive statistics

Standard deviation	697.80649
Coefficient of variation (CV)	0.088810248
Kurtosis	-1.3162553
Mean	7857.2744
Median Absolute Deviation (MAD)	584
Skewness	-0.30215178
Sum	41211404
Variance	486933.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8565.333	26	0.5%
6736	26	0.5%
8562.667	25	0.5%
6728	22	0.4%
8466.667	21	0.4%
8560	19	0.4%
8621.333	19	0.4%
8317.333	18	0.3%
8448	18	0.3%
8450.667	18	0.3%
Other values (1110)	5033	96.0%

Value	Count	Frequency (%)
6546.667	1	< 0.1%
6557.333	1	< 0.1%
6562.667	2	< 0.1%
6564.171	1	< 0.1%
6565.333	2	< 0.1%
6568	1	< 0.1%
6569.022	1	< 0.1%
6573.333	2	< 0.1%
6575.828	1	< 0.1%
6576	1	< 0.1%

Value	Count	Frequency (%)
8946.667	1	< 0.1%
8941.333	3	0.1%
8936	1	< 0.1%
8933.333	1	< 0.1%
8930.667	1	< 0.1%
8928	1	< 0.1%
8925.333	2	< 0.1%
8922.667	1	< 0.1%
8920	3	0.1%
8914.667	1	< 0.1%

Soil_Temperature
Real number (ℝ)

High correlation

Distinct	3816
Distinct (%)	72.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.977685

Minimum	1.33
Maximum	51.047
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	82.0 KiB

Quantile statistics

Minimum	1.33
5-th percentile	7.1104
Q1	11.757
median	15.64
Q3	20.413
95-th percentile	31.717
Maximum	51.047
Range	49.717
Interquartile range (IQR)	8.656

Descriptive statistics

Standard deviation	7.6944529
Coefficient of variation (CV)	0.45320979
Kurtosis	2.3491688
Mean	16.977685
Median Absolute Deviation (MAD)	4.292
Skewness	1.2560893
Sum	89047.957
Variance	59.204606
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.965	7	0.1%
15.058	7	0.1%
13.08	6	0.1%
15.747	6	0.1%
11.34	6	0.1%
12.215	6	0.1%
16.358	6	0.1%
14.507	5	0.1%
13.257	5	0.1%
13.372	5	0.1%
Other values (3806)	5186	98.9%

Value	Count	Frequency (%)
1.33	1	< 0.1%
1.34	1	< 0.1%
1.402	1	< 0.1%
1.422	1	< 0.1%
1.62	1	< 0.1%
1.622	1	< 0.1%
1.715	1	< 0.1%
1.84	1	< 0.1%
1.955	1	< 0.1%
2.048	1	< 0.1%

Value	Count	Frequency (%)
51.047	1	< 0.1%
51.018	1	< 0.1%
50.507	1	< 0.1%
50.422	1	< 0.1%
50.048	1	< 0.1%
50.003	1	< 0.1%
49.672	1	< 0.1%
49.652	1	< 0.1%
49.33	1	< 0.1%
49.288	1	< 0.1%

Wind_Dir_Sin
Real number (ℝ)

Zeros

Distinct	1572
Distinct (%)	30.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.12912267

Minimum	-1
Maximum	1
Zeros	187
Zeros (%)	3.6%
Negative	2806
Negative (%)	53.5%
Memory size	82.0 KiB

Quantile statistics

Minimum	-1
5-th percentile	-0.97300831
Q1	-0.68412714
median	-0.19936793
Q3	0.44358746
95-th percentile	0.84495393
Maximum	1
Range	2
Interquartile range (IQR)	1.1277146

Descriptive statistics

Standard deviation	0.59767488
Coefficient of variation (CV)	-4.628737
Kurtosis	-1.3831648
Mean	-0.12912267
Median Absolute Deviation (MAD)	0.50773885
Skewness	0.19201694
Sum	-677.24841
Variance	0.35721527
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	187	3.6%
-0.7071067812	157	3.0%
0.7071067812	47	0.9%
-0.7029851951	45	0.9%
-0.7050427765	41	0.8%
-0.6904658973	33	0.6%
-0.6967520764	33	0.6%
-0.7009092643	29	0.6%
-0.6946583705	29	0.6%
-0.6925587631	29	0.6%
Other values (1562)	4615	88.0%

Value	Count	Frequency (%)
-1	5	0.1%
-0.9999957523	2	< 0.1%
-0.9999906324	1	< 0.1%
-0.9999864744	1	< 0.1%
-0.9999831107	1	< 0.1%
-0.9999619231	3	0.1%
-0.9999322403	4	0.1%
-0.9999312206	1	< 0.1%
-0.9999179439	1	< 0.1%
-0.9998943165	2	< 0.1%

Value	Count	Frequency (%)
1	6	0.1%
0.9999957523	1	< 0.1%
0.9999831107	1	< 0.1%
0.9999619231	2	< 0.1%
0.9998943165	1	< 0.1%
0.9997293765	1	< 0.1%
0.9995767809	2	< 0.1%
0.999390827	1	< 0.1%
0.9992848605	1	< 0.1%
0.9991711151	3	0.1%

Wind_Dir_Cos
Real number (ℝ)

Distinct	1564
Distinct (%)	29.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.20009003

Minimum	-1
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	3145
Negative (%)	60.0%
Memory size	82.0 KiB

Quantile statistics

Minimum	-1
5-th percentile	-0.99389759
Q1	-0.89363003
median	-0.63158286
Q3	0.71120448
95-th percentile	0.94906031
Maximum	1
Range	2
Interquartile range (IQR)	1.6048345

Descriptive statistics

Standard deviation	0.76567351
Coefficient of variation (CV)	-3.826645
Kurtosis	-1.6262902
Mean	-0.20009003
Median Absolute Deviation (MAD)	0.35610548
Skewness	0.39280765
Sum	-1049.4722
Variance	0.58625593
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	187	3.6%
0.7071067812	157	3.0%
-0.7071067812	47	0.9%
0.7112044822	45	0.9%
0.7091647787	41	0.8%
0.7233649457	33	0.6%
0.717312027	33	0.6%
0.7193398003	29	0.6%
-0.9205048535	29	0.6%
0.7213614626	29	0.6%
Other values (1554)	4615	88.0%

Value	Count	Frequency (%)
-1	29	0.6%
-0.9999999976	1	< 0.1%
-0.9999993761	1	< 0.1%
-0.9999988472	1	< 0.1%
-0.9999957523	4	0.1%
-0.9999831107	4	0.1%
-0.999973895	1	< 0.1%
-0.9999702445	1	< 0.1%
-0.9999619231	5	0.1%
-0.9999617706	1	< 0.1%

Value	Count	Frequency (%)
1	187	3.6%
0.9999957523	2	< 0.1%
0.9998476952	1	< 0.1%
0.9990482216	2	< 0.1%
0.9989168406	1	< 0.1%
0.9986295348	1	< 0.1%
0.9984727495	1	< 0.1%
0.9981347984	1	< 0.1%
0.996444499	1	< 0.1%
0.995112609	1	< 0.1%

Precipitation_log
Real number (ℝ)

Zeros

Distinct	63
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00392828

Minimum	-0.046043939
Maximum	0.60867802
Zeros	4985
Zeros (%)	95.0%
Negative	53
Negative (%)	1.0%
Memory size	82.0 KiB

Quantile statistics

Minimum	-0.046043939
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0.60867802
Range	0.65472196
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.029773786
Coefficient of variation (CV)	7.5793441
Kurtosis	150.63753
Mean	0.00392828
Median Absolute Deviation (MAD)	0
Skewness	11.104134
Sum	20.603829
Variance	0.00088647834
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4985	95.0%
0.04592893189	78	1.5%
0.08892620919	24	0.5%
-0.002002002671	19	0.4%
0.1310282624	18	0.3%
0.1705863006	9	0.2%
0.2460785226	8	0.2%
-0.00300450902	8	0.2%
0.001998002663	5	0.1%
-0.001000500334	5	0.1%
Other values (53)	86	1.6%

Value	Count	Frequency (%)
-0.0460439385	1	< 0.1%
-0.03978087001	1	< 0.1%
-0.03666398437	1	< 0.1%
-0.03562717764	1	< 0.1%
-0.03252319171	1	< 0.1%
-0.02634397534	1	< 0.1%
-0.02531780798	1	< 0.1%
-0.02429269257	2	< 0.1%
-0.02224560895	1	< 0.1%
-0.01918281942	1	< 0.1%

Value	Count	Frequency (%)
0.6086780239	1	< 0.1%
0.5294510879	1	< 0.1%
0.5122246447	1	< 0.1%
0.5019866751	1	< 0.1%
0.4731237566	1	< 0.1%
0.4440445901	1	< 0.1%
0.4134332778	1	< 0.1%
0.3825376035	2	< 0.1%
0.3499523982	1	< 0.1%
0.3293037471	1	< 0.1%

	Humidity	Precipitation_log	Soil_Moisture	Soil_Temperature	Temperature	Wind_Dir_Cos	Wind_Dir_Sin	Wind_Speed_kmh
Humidity	1.000	0.216	0.305	-0.801	-0.840	0.304	-0.193	-0.274
Precipitation_log	0.216	1.000	0.069	-0.128	-0.147	-0.025	-0.019	-0.100
Soil_Moisture	0.305	0.069	1.000	-0.449	-0.424	-0.020	0.007	-0.048
Soil_Temperature	-0.801	-0.128	-0.449	1.000	0.978	-0.286	0.252	0.152
Temperature	-0.840	-0.147	-0.424	0.978	1.000	-0.307	0.257	0.156
Wind_Dir_Cos	0.304	-0.025	-0.020	-0.286	-0.307	1.000	-0.390	0.280
Wind_Dir_Sin	-0.193	-0.019	0.007	0.252	0.257	-0.390	1.000	-0.340
Wind_Speed_kmh	-0.274	-0.100	-0.048	0.152	0.156	0.280	-0.340	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Temperature	Humidity	Wind_Speed_kmh	Soil_Moisture	Soil_Temperature	Wind_Dir_Sin	Wind_Dir_Cos	Precipitation_log
Timestamp
2024-05-30 00:00:00	9.542	67.483	0.755	8312.000	9.430	0.216440	-0.976296	0.0
2024-05-30 00:30:00	7.381	74.983	0.708	8290.667	6.465	0.846500	-0.532389	0.0
2024-05-30 01:00:00	6.224	79.450	0.765	8301.333	6.237	0.482258	-0.876029	0.0
2024-05-30 01:30:00	5.308	85.167	0.498	8304.000	6.017	0.681998	-0.731354	0.0
2024-05-30 02:00:00	5.218	86.517	0.125	8298.667	6.353	0.673438	-0.739243	0.0
2024-05-30 02:30:00	5.527	87.017	0.000	8290.667	6.445	0.559193	-0.829038	0.0
2024-05-30 03:00:00	4.957	87.867	0.593	8298.667	5.423	0.662620	0.748956	0.0
2024-05-30 03:30:00	3.777	89.200	1.177	8290.667	4.483	0.084252	-0.996444	0.0
2024-05-30 04:00:00	3.055	90.733	1.157	8304.000	3.913	0.130526	-0.991445	0.0
2024-05-30 04:30:00	2.612	91.450	1.057	8282.667	3.663	0.857167	0.515038	0.0

	Temperature	Humidity	Wind_Speed_kmh	Soil_Moisture	Soil_Temperature	Wind_Dir_Sin	Wind_Dir_Cos	Precipitation_log
Timestamp
2024-09-16 01:30:00	11.733	76.250	1.048	7824.000	11.757	-0.866025	-0.500000	0.0
2024-09-16 02:00:00	10.845	78.517	2.018	7848.000	11.070	-0.833886	0.551937	0.0
2024-09-16 02:30:00	10.165	80.117	2.348	7874.667	10.445	-0.599485	0.800386	0.0
2024-09-16 03:00:00	9.494	81.400	1.725	7877.333	9.930	-0.649448	0.760406	0.0
2024-09-16 03:30:00	8.859	81.833	2.108	7904.000	9.392	-0.347476	0.937689	0.0
2024-09-16 04:00:00	8.333	82.550	2.180	7901.333	8.902	-0.566406	0.824126	0.0
2024-09-16 04:30:00	7.922	81.500	2.403	7914.667	8.470	-0.551937	0.833886	0.0
2024-09-16 05:00:00	7.603	81.750	2.275	7922.667	8.222	-0.578328	0.815805	0.0
2024-09-16 05:30:00	7.333	80.933	2.355	7917.333	7.902	-0.443587	0.896231	0.0
2024-09-16 06:00:00	7.116	80.733	2.590	7922.667	7.683	-0.529919	0.848048	0.0

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample